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[48] A semantic graph database for the interoperability of 3D GIS data

EBSCO – Screened Geospatial BIM-GIS Integration 2022

Paper Description extracted from PDF · abstract · 142 words

In the last decades, the use of information management systems in the building data processing led to radical changes to the methods of data production, documentation and archiving. In particular, the possibilities, given by these information systems, to visualize the 3D model and to formulate queries have placed the question of the information sharing in digital format. The integration of information systems represents an efficient solution for defining smart, sustainable and resilient projects, such as conservation and restoration processes, giving the possibilities to combine heterogeneous data. GIS provides a robust data storage system, a definition of topological and semantic relationships and spatial queries. 3D GIS makes possible the creation of threedimensional model in a geospatial context. To promote the interoperability of GIS data, the present research aims first to analyse methods of conversion in CityGML and IndoorGML model, defining an ontological domain.

AuthorsMalinverni, Eva Savina and Naticchia, Berardo and Lerma Garcia, Jose Luis and Gorreja, Alban and Lopez Uriarte, Joaquin and Di Stefano, Francesco
Year2022
VenueApplied Geomatics
DOI10.1007/s12518-020-00334-3
Source DatabaseEBSCO (Springer Nature Journals)
Bridge-to-GNNCategory C
GNN ArchitectureKnowledge Graph Embedding (inferred from title)
Graph EncodingNot yet extracted from PDF
AEC TaskSemantic Enrichment (inferred from title)
CohortPeak Adoption (2022)

Extracted Methodology heuristic — verify before citing

Implementation FrameworkNeo4j, OWL / SPARQL (heuristic — verify)
Primary MetricAccuracy (heuristic — verify)
Quality Assessment2/6 · rigor: Low ·
Code/Data: ✓Baseline: ✓ (heuristic — verify)

Detected Technical Stack auto-detected from PDF · regex catalogue match

GNN architectures detectedKnowledge Graph Embedding (TransE/RotatE/DistMult)
Frameworks / librariesNeo4j / Cypher · RDF / OWL / SPARQL
Benchmark datasets referencedCityGML
Dataset stats found48,832 edges · 19,905 edges
Quality (heuristic, 6-flag)2/6 · rigor: Low
Code/Data: —Benchmark: ✓Baseline: ✓CV/Split: —Ablation: —Reproducible: —

Lineage Families

bim-gis-integration

Enabled By / Precursors

[33]

Extended By

None in corpus

Infrastructure Dependencies

IFC BIM Neo4j / Cypher (detected from PDF) RDF / OWL / SPARQL (detected from PDF)

Research Frontier Tags

graph-ml-aec

Part of the GML/GNN in AEC Systematic Review (PRISMA 2020) — 112 papers, 2020–2026